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Prognostics

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Prognostic models are a class of models that perform time-integration. Thus are typically used to generate forecast predictions.

Warning

Pre-trained prognostic models provided in Earth2Studio may be provided under different licenses. We encourage users to familiarize themselves with each prior to use.

Region
Class
Product
Release
Rec VRAM
ACE2ERA5GlobalCM202440 GBACE2-ERA5 prognostic model wrapper.
AIFSGlobalMRF202540 GBArtificial Intelligence Forecasting System (AIFS), a data driven forecast model developed by the European Centre for Medium-Range Weather Forecasts (ECMWF).
AIFS2GlobalMRF202640 GBArtificial Intelligence Forecasting System version 2 (AIFS v2), a data driven forecast model developed by the European Centre for Medium-Range Weather Forecasts (ECMWF).
AIFS2ENSGlobalMRF202640 GBArtificial Intelligence Forecasting System Ensemble version 2 (AIFS ENS v2), a data driven ensemble forecast model developed by the European Centre for Medium-Range Weather Forecasts (ECMWF).
AIFSENSGlobalMRF202548 GBArtificial Intelligence Forecasting System Ensemble (AIFS ENS v1.0), a probabilistic, ensemble-based forecast model from the European Centre for Medium-Range Weather Forecasts (ECMWF).
AtlasGlobalMRF202680 GBAtlas prognostic model for ERA5 variables on a 0.25° global lat-lon grid.
AuroraGlobalMRF202448 GBAurora 0.25 degree global forecast model.
Aurora1p5GlobalMRF202648 GBAurora v1.5 0.25 degree global forecast model.
Aurora1p5EnsembleGlobalMRF202648 GBAurora v1.5 ensemble 0.25 degree global forecast model.
CBottleVideoGlobalCM202540 GBClimate in a bottle video prognostic Climate in a Bottle (cBottle) is an AI model for emulating global km-scale climate simulations and reanalysis on the equal-area HEALPix grid.
DataReplayGlobalReplay a data source through the prognostic model interface.
DiagnosticWrapperGlobalWraps a prognostic model and one or more diagnostic models into a single prognostic model.
DLESyMGlobalS2S202540 GBDLESyM-V1-ERA5 prognostic model.
DLESyMLatLonGlobalS2S202540 GBDLESyM prognostic model supporting lat/lon input and output coordinates.
DLESyMv0_ISCCP_ERA5GlobalCM202440 GBDLESyMv0_ISCCP_ERA5 prognostic model for climate-timescale rollouts.
DLESyMv0_ISCCP_ERA5LatLonGlobalCM202440 GBLat/lon convenience wrapper for [`DLESyMv0_ISCCP_ERA5`][DLESyMv0_ISCCP_ERA5].
DLWPGlobalS2S202140 GBDeep learning weather prediction (DLWP) prognostic model.
FCNGlobalMRF202240 GBFourCastNet global prognostic model.
FCN3GlobalMRF202580 GBFourCastNet 3 advances global weather modeling by implementing a scalable, geometric machine learning (ML) approach to probabilistic ensemble forecasting.
FengWuGlobalMRF202340 GBFengWu (operational) weather model consists of single auto-regressive model with a time-step size of 6 hours.
FuXiGlobalMRF202340 GBFuXi weather model consists of three auto-regressive U-net transfomer models with a time-step size of 6 hours.
GenCastMiniGlobalMRF202440 GBGenCast Mini diffusion-based weather prediction model.
GraphCastOperationalGlobalMRF202240 GBGraphCast operational model
GraphCastSmallGlobalMRF202240 GBGraphCast Small 1.0 degree model
InterpModAFNOGlobalMRF202440 GBModAFNO interpolation for global prognostic models.
Pangu24GlobalMRF202340 GBPangu Weather 24 hour model.
Pangu6GlobalMRF202340 GBPangu Weather 6 hour model.
Pangu3GlobalMRF202340 GBPangu Weather 3 hour model.
PersistenceGlobalPersistence model that generates a forecast by applying the identity operator on the initial condition and indexing the lead time by 6 hours.
SFNOGlobalMRF202340 GBSpherical Fourier Operator Network global prognostic model.
StormCastNANWC202440 GBStormCast generative convection-allowing model for regional forecasts consists of two core models: a regression and diffusion model.
StormCastCONUSNANWC202624 GBStormCast-CONUS generative convection-allowing model for the full CONUS domain.
StormScopeGOESNANWC202680 GBStormScope model forecasting GOES data on the HRRR grid.
StormScopeMRMSNANWC202680 GBStormScope model forecasting MRMS data on the HRRR grid.
UCastGlobalMRF202640 GBU-CAST 1.5 degree global probabilistic weather model.